RRepoGEO

REPOGEO REPORT · LITE

jimmc414/Kosmos

Default branch master · commit 6cfe7f69 · scanned 6/3/2026, 10:08:16 AM

GitHub: 529 stars · 96 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface jimmc414/Kosmos, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 to clearly state its purpose as an AI scientist

    Why:

    CURRENT
    # Kosmos
    COPY-PASTE FIX
    # Kosmos: An Autonomous AI Scientist for Scientific Discovery
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agent, autonomous-ai, scientific-discovery, research-automation, large-language-models, llm-agents, hypothesis-generation, experiment-design, knowledge-graphs
  • mediumlicense#3
    Add a LICENSE file to clarify usage terms

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) and add it to the repository root.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface jimmc414/Kosmos
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. Chemprop · recommended 1×
  5. DeepChem · recommended 1×
  • CATEGORY QUERY
    How can I automate scientific hypothesis generation and experimental design using AI agents?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain
    3. LlamaIndex
    4. Chemprop
    5. DeepChem
    6. AlphaFold
    7. RoseTTAFold
    8. AutoGluon
    9. TPOT
    10. PyTorch
    11. TensorFlow

    AI recommended 11 alternatives but never named jimmc414/Kosmos. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI agent to autonomously conduct research, execute code, and synthesize findings.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. GPT-Engineer
    4. MetaGPT
    5. CrewAI
    6. Open Interpreter

    AI recommended 6 alternatives but never named jimmc414/Kosmos. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of jimmc414/Kosmos?
    pass
    AI named jimmc414/Kosmos explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts jimmc414/Kosmos in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jimmc414/Kosmos explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo jimmc414/Kosmos solve, and who is the primary audience?
    pass
    AI named jimmc414/Kosmos explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of jimmc414/Kosmos. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/jimmc414/Kosmos.svg)](https://repogeo.com/en/r/jimmc414/Kosmos)
HTML
<a href="https://repogeo.com/en/r/jimmc414/Kosmos"><img src="https://repogeo.com/badge/jimmc414/Kosmos.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

jimmc414/Kosmos — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
jimmc414/Kosmos — RepoGEO report